Library
What the words actually mean
293 explainers on identity, verification, and what answer engines need. Start with why this exists. Then pick a topic.
The registry holds the company files. This library explains the ideas those files sit in — so a person and a model are not using two different dictionaries.
We do not invent Wikipedia pages for small firms. We point at real concepts that already exist, and we keep the writing short enough to quote.
Why this exists · What is AI Verified? · Who qualifies · How a file is built
Browse by topic
Fundamentals & definitions 67
Accountants: How to Refer Clients to AI Verified
Refer identity packaging; do not put tax PDFs in public JSON.
Agentic Marketplace Roadmap
Identity first, then agent representation.
Aggregate Rating Ethics
Do not mint AggregateRating schema unless you are the rating authority.
AI Procurement Checklists
Procurement needs entity clarity beyond a marketing site.
AI Verified Affiliate Programme Guide
Approved partners: 50% residual, ref tracking, 30-day hold.
AI Verified for Digital Agencies
Productise packaging — not fake rank promises.
Approved Description Policy
Descriptions stay factual and unique — no fabricated awards.
Association Inventory — Linking SMEs to the Knowledge Graph Without Fake Notability
SMEs lack encyclopaedic notability. Association inventory is the honest alternative: validate real Q-ids and Wikipedia links for places and trades, attach th…
Association Inventory Explained
Real place/activity Q-ids without inventing SME items.
B2B Trust Signals in the AI Era
In the AI era, B2B trust requires layered signals: verified organisational identity, structured data, consistent listings, and performance proof — not review…
Bing Copilot and Business Answers
Copilot-style answers still depend on consistent structured identity sources.
Business Coaches and AI Verified
Solo brands still need domain-level identity hygiene.
Business Number and Canadian Identity
How Canadian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Carbon Border Adjustment Mechanism (Business Identity Angle)
CBAM is EU climate-trade policy; it is not an AI Verified certificate.
Definition Hijack: Verified
Verified should mean evidence states, not paid directory placement.
Domain Control via DNS TXT
TXT challenges prove domain control on Gold upgrade.
Domain Control via Meta Tag
Meta challenges are a fallback when DNS cannot be edited.
EIN and Public Identity
EIN disclosure must be intentional; tax returns never belong in public JSON.
Evidence Changelog and Freshness Policy
Identity records should show what was observed and when. Changelog versions beat anonymous scrape pages. Freshness is tiered so free records stay sustainable.
Evidence Changelog Explained
Append-only history of evidence events.
Financial Regulation and Business Identity
Licences remain authoritative; public passports are a discovery layer only.
Friction Index Dimensions
Names structural obstacles between SMEs and trustworthy machine identity.
Google Maps URL as Evidence
Maps URLs and CIDs corroborate local public presence when they exist — never fabricated.
GST/VAT as Identity Signals
Tax IDs can corroborate B2B existence when disclosure is intentional.
How Category Purity Works
Hubs use primary trade, not every secondary GBP tag.
How Long Does It Take for AI to Index My Website?
No universal SLA — control crawlability and clarity.
How to Choose Primary Category
Primary category reflects the real core trade for hub purity.
How to Disambiguate Similar Business Names
Separate legal entities need separate domains, NAP discipline, and passports.
How to Get My Business Verified by AI
Identity packaging and corroboration — not a secret ChatGPT switch.
How to Remove Wrong AI Information About My Business
You fix sources; you do not delete the model.
How to Respond to AI Misrepresentation
Correct sources, package identity, re-test — models lag.
Internal Linking for Topical Authority
Links turn pages into a traversable knowledge graph.
Is AI Verified the Same as Verified on Google?
Different systems, different evidence, different jobs.
Language-Ready Architecture
Structured fields keep multilingual presentation possible without inventing facts.
Media Hub Attribution Rules
The media hub indexes third-party coverage with accurate attribution and short fair excerpts.
Multi-Location Brand Identity
HQ and store locations are different passport scopes.
Page Speed as Trust
Slow pages waste crawl budget; sealed JSON reduces machine dependence on CMS bloat.
Personal Brand vs Firm Identity for Agents
Agent and brokerage identities must stay distinct in public packages.
Press Release Strategy for AI Verified Businesses
Carry passport short URLs and honest evidence language.
Proximity and Local Intent
Local intent queries use location context; passports only carry real coordinates and Place IDs.
Reducing Entity Conflation
Stop wrong merges with unique domains, stable phones, and structured sameAs signals.
robots.txt and AI Crawlers
robots.txt and AI Crawlers — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid 'best of' lists.
Service-Area Businesses Explained
Valid Type A without faking a storefront address.
Small Business AI Search Patterns
Small Business AI Search Patterns — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
The SME Notability Problem
Commercial legitimacy is not encyclopaedic notability.
Topical Authority as a Jigsaw
Connected doctrine beats isolated posts.
Verified Agent Disclosure
Agents that speak for brands need organizational identity disclosure.
Verified Category Hubs — Collections of Classified Identity Records
Hubs list verified public identity records in a category and place when enough pure records exist. Gold sorts first. “Best” in FAQs means verified identity, …
Verified Identity for AI Agents — Future Boundary
Agents need an organizational identity spine before they represent a brand.
Voice Assistants and Business Identity
Spoken answers punish ambiguous NAP harder than long-form pages.
Waiting List Perception for Selective Registries
Earned access vs scrape-everyone directories.
Web Design Agencies: AI Verified at Website Launch
Ship schema, NAP, optional Gold passport at launch.
What Is a Crawl Budget?
What Is a Crawl Budget? — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
What Is a Digital Twin for Business?
Here, a digital twin means a machine-readable identity package mirroring the organization.
What Is a Public Business Record?
A packaged identity document with an explicit evidence state.
What Is a Trust Signal for Businesses?
A trust signal is any public cue that reduces uncertainty about whether an organisation is real, correctly identified, or suitable to engage — from domain co…
What Is AI Search and How Does It Work?
What Is AI Search and How Does It Work? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What is AI Verified?
AI Verified is a public registry of business identity files. Each file states who the company is, how to reach it, and what evidence sits behind those facts.…
What Is Domain Attestation?
Domain attestation is cryptographic or challenge-based proof that the operator of an identity record controls the published website domain — the technical co…
What Is Entity Authority and How Do I Build It?
Build authority with consistency, corroboration, and durable machine-readable records.
What Is Entity Authority?
Entity authority is system confidence in a resolved organization identity.
What is Entity SEO?
Entity SEO is optimising for how search and AI systems understand real-world entities — organisations, places, products — rather than only ranking pages for …
What Is Machine-Readable Identity?
Identity software can parse without guessing from marketing HTML.
What Is Selective Classification?
Selective classification admits evidence-qualified businesses — not every scraped row.
What is SHA-256 hashing?
SHA-256 turns a file into a 64-character fingerprint. AI Verified uses that fingerprint as the public address of a business identity record so the file canno…
White-Label AI Verified Options
Partners can resell packaging; evidence states stay honest.
Why Does AI Give Wrong Information About My Business?
Thin or conflicting sources drive confident errors.
AI visibility, GEO & answer engines 52
Agriculture and Food Businesses and AI Visibility
Agriculture and Food Businesses and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI Visibility
AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for accounting firms
How accounting firms show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for Amazon sellers
How Amazon sellers show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for auto repair shops
How auto repair shops show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI Visibility for B2B Manufacturers
AI Visibility for B2B Manufacturers — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for cleaning companies
How cleaning companies show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for dentists
Patients ask ChatGPT for a dentist near them. The answer comes from public pages, not from your chairside manner. Keep the practice name, city, phone, and si…
AI visibility for electricians
A breaker trip does not wait for a blog post. When someone asks an answer engine for an electrician, the named firm is the one whose public pages match.
AI visibility for franchise locations
How franchise locations show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for gyms and studios
How gyms and studios show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for hotels
How hotels show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for HVAC companies
Heat waves and cold snaps are when people ask ChatGPT for an HVAC company. The named firm is the one whose name, city, phone, and site agree.
AI visibility for landscapers
How landscapers show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI Visibility for Logistics Companies
AI Visibility for Logistics Companies — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for pest control companies
How pest control companies show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for plumbers
A burst pipe does not wait for a content team. When someone asks an answer engine for a plumber, the named firm is the one whose public pages agree.
AI visibility for real estate agencies
How real estate agencies show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI Visibility for Religious Organizations
AI Visibility for Religious Organizations — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for restaurants
How restaurants show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI Visibility for Salons and Spas
AI Visibility for Salons and Spas — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for small businesses
Small businesses get deleted from Wikipedia and guessed by ChatGPT. The fix is not a paid “best of” list. It is a public file with the name, city, phone, and…
AI Visibility Report: Small Business 2026
AI Visibility Report: Small Business 2026 — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI Visibility Reporting for Clients
AI Visibility Reporting for Clients — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Argentina CUIT Number and AI Visibility
Argentina CUIT Number and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Best AI Visibility Tools for Businesses
Best AI Visibility Tools for Businesses — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
ChatGPT Business Citation Patterns
ChatGPT Business Citation Patterns — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Colombia NIT Number and AI Visibility
Colombia NIT Number and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Does Having More Reviews Help AI Visibility?
Does Having More Reviews Help AI Visibility? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Google AI Overviews and businesses
An Overview is a generated box. It prefers sources that agree. It does not sell a slot to directories or to this registry.
How Answer Engines Cite Businesses — Identity Before Hype
Citation candidacy comes from resolvable identity, not from buying ‘ChatGPT rank.’ Machine-readable passports and honest FAQs improve the odds; guarantees vi…
How Does Perplexity Find Businesses?
How Does Perplexity Find Businesses? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to Add AI Visibility to Your Client Services
How to Add AI Visibility to Your Client Services — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to Audit Client AI Visibility
How to Audit Client AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to get found by ChatGPT
ChatGPT names businesses from pages it can fetch. You cannot buy first place. You can stop giving it two names, two phones, and a dead site to guess from.
How to Improve Your AI Visibility
A step-by-step guide to making your business findable, citable, and trusted by ChatGPT, Perplexity, and Google AI — starting with the fastest path first.
How to Track AI Visibility Improvements
How to Track AI Visibility Improvements — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Is My Google Business Profile Enough for AI Visibility?
Is My Google Business Profile Enough for AI Visibility? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Machine-Readable Business Identity — The Layer Answer Engines Need
Machine-readable business identity is the public, structured, checkable evidence layer that lets search engines and answer engines resolve who a business is …
Manufacturing and Export Businesses and AI Visibility
Manufacturing and Export Businesses and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
NAP consistency and AI visibility
Name, address, phone. If those three drift, people and models treat you as two firms. This is old local SEO. Models made it louder.
Perplexity Citation Basics
Perplexity Citation Basics — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
PR Agencies and AI Visibility
PR Agencies and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Reselling AI Visibility Services
Reselling AI Visibility Services — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
SEO Agencies: Adding AI Visibility to Your Service Offering
SEO Agencies: Adding AI Visibility to Your Service Offering — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What is AI hallucination?
A hallucination is a fluent answer that is not true. For local firms it usually looks like the wrong phone, the wrong city, or a twin that does not exist.
What is AI Visibility?
AI visibility is whether answer products can find the right company and repeat the right facts. Ranking on Google and being cited inside ChatGPT are differen…
What Is an AI Answer Engine?
Systems that synthesize answers, not only blue links.
What is Answer Engine Optimization (AEO)?
AEO is the work of making a firm easy to use inside an answer, not only easy to rank in a list. It is not a purchased citation.
What is LLM search optimization?
It is the same job as AEO with a different badge: make the firm readable to a model. It is not a secret index inside ChatGPT.
What is the difference between SEO and AI visibility?
SEO is whether a page can rank. AI visibility is whether a model can say who you are without guessing. You can win one and lose the other.
Why is my business not appearing in ChatGPT?
Usually because the model cannot finish one version of your name, site, and place. Not because you failed to buy a ranking pack.
Verification, Type A & the registry 51
AI Verified Claims Policy — What We Will Never Claim
Trust requires public boundaries. This policy is the kill switch against sales and SEO pressure to overclaim.
Badge Installation Basics
Badge Installation Basics — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid 'best of' lists.
Best Business Verification Services
Best Business Verification Services — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Bronze, Silver, and Gold — Verification Tiers Explained
AI Verified tiers measure identity packaging strength, not workmanship. Bronze is free when earned. Gold is paid owner attestation — not a ranking fee.
Building Entity Authority After Verification
Authority compounds after packaging when facts stay consistent in the wild.
Business Identity Verification for Denmark
How Danish businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Egypt
How Egyptian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Ireland
How Irish businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Israel
How Israeli businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Italy
How Italian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Japan
How Japanese businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for New Zealand
How New Zealand businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Norway
How Norwegian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Poland
How Polish businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Portugal
How Portuguese businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Saudi Arabia
How Saudi businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for South Korea
How Korean businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Spain
How Spanish businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Sweden
How Swedish businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Switzerland
How Swiss businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Verification
Business verification confirms that an organisation’s identity claims match public evidence — a foundation for trust, compliance workflows, and AI entity cla…
Cryptographic Business Verification
Cryptographic business verification uses hashes and control challenges to bind public identity records to evidence snapshots and domain control — integrity a…
Domain Attestation — How Gold Verification Works
Domain attestation is how an owner elevates a Public Record Verified passport to Gold. Control the domain, complete the challenge, unlock packaging — not a p…
Getting started with your AI Verified file
Find the public snapshot. Prove the website if it is yours. Put the badge on the site. Do not treat the hash as a magic ranking token.
Gold Evidence Privacy
Gold Evidence Privacy — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How AI Systems Evaluate Businesses During Procurement
How AI Systems Evaluate Businesses During Procurement — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to Claim Your Passport
How to Claim Your Passport — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to Fix NAP Everywhere
Inventory, canonicalize, update primary sources first.
How to Maximise Your AI Verified Silver Subscription
How to Maximise Your AI Verified Silver Subscription — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to Prepare for a Gold Upgrade
How to Prepare for a Gold Upgrade — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
How to Read a Passport Page
How to Read a Passport Page — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Know Your Business (KYB) Explained
Know Your Business (KYB) Explained — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
KYB and Public Identity — Adjacent, Not Identical
KYB is regulated onboarding; public identity packaging is a discovery layer.
NAP Consistency for AI Systems
Matching name/address/phone is entity glue for machines.
Optimising Your AI Verified Passport Page
Optimising Your AI Verified Passport Page — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Sitemap for Registry and Wiki
Sitemap for Registry and Wiki — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Type A Classification — The Eligibility Bar for Public Identity Records
Type A is the gate between noise and a citable public identity record. Clear name, contact path, location or service-area association, and source-observed si…
US Business Identity Verification for AI Visibility
How US businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Verification Badge and the Closed Loop
Verification Badge and the Closed Loop — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What Is a Battery Passport?
What Is a Battery Passport? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What Is a Business Passport and Do I Need One?
What Is a Business Passport and Do I Need One? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What Is a Business Passport? Forensic Public Identity Records
A business passport is not a travel document and not a license. On AI Verified it is a forensic public identity surface at /v/{hash} for Type A classified or…
What Is a Business Registry?
What Is a Business Registry? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What is a Digital Business Passport?
A digital business passport on AI Verified is a public identity file: who the company is, how to reach it, and what evidence sits behind those facts. It is n…
What Is a Textile Passport?
What Is a Textile Passport? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What Is a Verified Badge?
What Is a Verified Badge? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What Is an Electronics Passport?
What Is an Electronics Passport? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What is business identity verification?
It is checking that the company in the sentence is a real organization with evidence — not a logo and a form.
What Is NAP Consistency?
Name, address, phone matching across sources.
What Is Type A Eligibility?
Type A eligibility is AI Verified’s track-specific public evidence standard — the bar between noise and a citable selective public identity record.
When Should You Upgrade from Bronze to Silver?
When Should You Upgrade from Bronze to Silver? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Knowledge graph, schema & structured data 40
Breadcrumb Schema for Registry Paths
Breadcrumb Schema for Registry Paths — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" li…
Citation JSON-LD on Passports
Citation JSON-LD on Passports — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Do I Need a Wikidata Entry for My Business?
Most SMEs do not need — and cannot sustain — a Wikidata entry. Prioritise verification and consistent web identity over forcing encyclopaedia inclusion.
Entity disambiguation for AI systems
Disambiguation is picking the right firm when several share a name. Resolution is joining the records after you pick.
Entity Resolution for Businesses
Entity resolution is how systems decide whether multiple mentions refer to the same real-world organisation — foundational for knowledge graphs, search, and …
GEO — Generative Engine Optimization
GEO is accurate representability in generative answers — clarity over spam.
How Do I Get My Business into Google's Knowledge Graph?
Influence inputs; there is no guaranteed SME submit button.
How Do I Know If My Structured Data Is Working?
How Do I Know If My Structured Data Is Working? — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid '…
How Not to Invent Wikidata Items
Do not mint non-notable company items; use real associations and passports.
How to Add Organisation Schema
How to Add Organisation Schema — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
How to Add sameAs References to Your Business Schema
How to Add sameAs References to Your Business Schema — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not p…
How to Create an llms.txt File Manually
How to Create an llms.txt File Manually — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of"…
ItemList Schema for Category Hubs
ItemList Schema for Category Hubs — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
LinkedIn Company Page as sameAs
LinkedIn Company Page as sameAs — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
llms.txt and business verification
A hint file says what to read on your site. A verification file says who attested the facts. You want both. They are not the same document.
llms.txt at the Site Root
llms.txt at the Site Root — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
llms.txt for Businesses
llms.txt for Businesses — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Organisation Schema Best Practices
Organisation Schema Best Practices — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
sameAs Priority Order
sameAs Priority Order — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Schema Subtype Mapping
Schema Subtype Mapping — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Structured Data for Business Identity
Structured data for business identity means publishing organisation attributes in explicit machine-readable form — on-site schema and selective third-party r…
Structured Data for Business Identity
Structured Data for Business Identity — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" l…
The Knowledge Graph Exclusion Problem for SMEs
Most SMEs are excluded from encyclopaedic knowledge graphs by notability design.
The SME Notability Gap — Why Wikipedia Isn’t the Identity Layer for Small Business
Wikimedia optimizes for encyclopaedic notability. Commerce needs resolvable SME identity. AI Verified fills the commercial cell with selective passports and …
What Is a Forensic Hash?
A forensic hash on AI Verified is a SHA-256 digest used as the stable public identifier for a selective identity passport URL.
What is a knowledge graph?
A knowledge graph is a map of entities and the links between them. A page of marketing prose is not a graph.
What Is a Verification URL?
What Is a Verification URL? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
What is entity resolution?
Entity resolution is deciding whether two mentions are the same real company. It is how models avoid inventing a twin.
What is Generative Engine Optimization (GEO)?
GEO is making a company usable inside generated answers. It is not a new ranking toolbar and not a purchased mention.
What Is GEO in Practice?
GEO is the practice of making organisation and topic facts easier for generative answer engines to retrieve, resolve, and describe accurately — without fake …
What is JSON-LD?
JSON-LD is a way to write structured facts inside a page so software can read them without guessing from the layout.
What is llms.txt?
llms.txt is a hint file on your own domain. It is first-party. It is not a third-party verification record.
What is named entity recognition and resolution?
Recognition finds the name in the text. Resolution decides which real company that name is.
What is schema markup?
Schema markup is a shared vocabulary for facts on the web. JSON-LD is the usual way to write it. The vocabulary is not a ranking coupon.
What Is the AJP AI Agent Schema Standard?
What Is the AJP AI Agent Schema Standard? — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best o…
What Is the Difference Between Structured Data and Schema?
What Is the Difference Between Structured Data and Schema? — selective business identity and AI visibility guidance from AI Verified. Evidence-based records,…
What is Wikidata?
Wikidata is a free knowledge base anyone can edit, with notability and sourcing rules. It is not a business directory.
Why AI Verified exists
AI Verified exists because answer engines send owners to Wikidata and Wikipedia, most small firms cannot meet notability, and the items get deleted. The regi…
Wikipedia and Wikidata inclusion standards and business records
Encyclopedia projects need independent coverage. A public business file is a different object with a different bar.
Wikipedia Notability for SMEs
Wikipedia and Wikidata require encyclopaedic notability most SMEs will never meet. This pillar explains the notability wall, why “get on Wikidata” fails for …
Industry & local services 26
AI visibility for construction companies
Builders get asked about by name and by job type. If the legal name, the trading name, and the site disagree, answer engines invent a third company.
AI visibility for ecommerce brands
How ecommerce brands show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for healthcare businesses
Patients ask ChatGPT for a clinic in their city. The model names whoever’s public pages agree. A healthcare file is not a medical licence and not a “best doc…
AI Visibility for Insurance Agencies
Clarify agency entity vs producer brand before packaging identity.
AI visibility for law firms
People ask ChatGPT for a lawyer in a city and a practice area. The model names a firm from public pages. A clean practice file is not a legal directory and n…
AI visibility for legal firms
How legal firms show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for local businesses
When someone asks ChatGPT or Google for a local firm, the answer is assembled from public pages. A clear name, address, phone, and website beat a messy site.…
AI Visibility for Marketing Agencies
Agencies should productise honest identity packaging, not fake generative rank promises.
AI visibility for nonprofits
How nonprofits show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for professional services
Accountants, agencies, consultants, and advisors get asked about by name. If the legal name and the trading name disagree, answer engines invent a third firm.
AI Visibility for Retail Businesses
AI Visibility for Retail Businesses — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for roofing contractors
Storm season is when answer engines get asked for a roofer. The named company is the one whose public pages match. This page is not a paid top-ten list.
AI visibility for SaaS companies
How SaaS companies show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI visibility for Shopify stores
How Shopify stores show up in answers without buying a ranking pack. The work is a still name, a live site, and a public file.
AI Visibility for Startups
AI Visibility for Startups — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
AI visibility for trades and contractors
Trades live or die on the phone. When an answer engine names the wrong contractor, that call goes to someone else. This page covers what to put in public so …
Business Identity Verification for Fintech Startups
Fintech trust needs clear legal entity packaging without claiming a banking licence via a badge.
Business Identity Verification for Healthcare Providers
Healthcare identity packaging must avoid PHI and inflated clinical claims.
Business Identity Verification for SaaS Companies
SaaS identity leans on domain control and corporate identifiers.
ChatGPT and Local Business Discovery
ChatGPT and Local Business Discovery — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Enterprise SaaS Positioning for AI Verified
Enterprise SaaS Positioning for AI Verified — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid 'best…
Entity Resolution for Local and SME Business
Local entity resolution fails when names collide and evidence is thin. Selective public passports plus consistent NAP and real place associations improve res…
Knowledge Graphs and Local Business
Local businesses enter machine understanding through maps, NAP, schema, and selective third-party records.
llms.txt for Local Businesses
llms.txt for Local Businesses — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
RoofingContractor Schema Example
RoofingContractor Schema Example — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
What Does ChatGPT Use to Find Local Businesses?
What Does ChatGPT Use to Find Local Businesses? — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Countries, registries & regulation 27
ABN and Australian Business Identity
How Australian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Africa Business Identity Registry
How African businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Brazil CNPJ Number and AI Visibility
Brazil CNPJ Number and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Business Identity Verification for Australia
How Australian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Canada
How Canadian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for France
How French businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Germany
How German businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for India
How Indian businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Netherlands
How Dutch businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for Singapore
How Singapore businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
Business Identity Verification for UAE
How UAE businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
CIPC and AI Visibility for South African Businesses
CIPC and AI Visibility for South African Businesses — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
CIPC Number in Schema
CIPC Number in Schema — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Companies House and AI Visibility
Companies House and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Companies House Number in Schema
Companies House Number in Schema — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
EU AI Act Business Compliance and AI Visibility
EU AI Act Business Compliance and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
EU Digital Product Passport Regulation
EU Digital Product Passport Regulation — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
GDPR and Business Identity Verification
Public organizational fields only — personal data stays out of passports.
International Business Verification — One Identity Layer, Many Registries
Government registries prove legal existence in a jurisdiction. AI Verified publishes machine-readable commercial identity for Type A organizations across tra…
International Expansion and Identity
Multi-country growth needs a clear parent identity spine plus location packaging.
Kenya Business Verification and AI Visibility
Kenya Business Verification and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Latin America Business Identity and AI Visibility
Latin American businesses need machine-readable identity across national registries without treating AI Verified as a government filing office.
Mexico RFC Number and AI Visibility
Mexico RFC Number and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Nigeria Business Registration and AI Visibility
Nigeria Business Registration and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
South Africa Business Verification and AI Visibility
South Africa Business Verification and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
UK Business Identity Verification
How UK businesses package public identity for people and AI systems — registries, domains, and selective third-party records.
UK Sole Trader AI Visibility
UK Sole Trader AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Comparisons & alternatives 30
AI Hallucination vs Missing Identity
Invented facts and absent identity are different failures with related fixes.
AI Verified vs 360WiSE
A practical comparison of AI Verified and 360WiSE by job-to-be-done — not hype.
AI Verified vs BrightLocal
A practical comparison of AI Verified and BrightLocal by job-to-be-done — not hype.
AI Verified vs Companies House
AI Verified vs Companies House — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
AI Verified vs Dun & Bradstreet
A practical comparison of AI Verified and Dun & Bradstreet by job-to-be-done — not hype.
AI Verified vs Google Business Profile
A practical comparison of AI Verified and Google Business Profile by job-to-be-done — not hype.
AI Verified vs Semrush
A practical comparison of AI Verified and Semrush by job-to-be-done — not hype.
AI Verified vs Trustpilot
A practical comparison of AI Verified and Trustpilot by job-to-be-done — not hype.
AI Verified vs VerifiedBusiness.ai
A practical comparison of AI Verified and VerifiedBusiness.ai by job-to-be-done — not hype.
AI Verified vs Wikidata
Different mandates: encyclopaedic graph vs selective business identity registry.
AI Verified vs Yext
A practical comparison of AI Verified and Yext by job-to-be-done — not hype.
Angi vs Verified Positioning
A practical comparison of AI Verified and Angi by job-to-be-done — not hype.
Bronze vs Silver vs Gold Explained
Bronze vs Silver vs Gold Explained — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
City vs Metro Hub Strategy
Metro hubs reduce suburb duplication while covering demand.
Dun & Bradstreet Alternatives
A practical comparison of AI Verified and Dun & Bradstreet by job-to-be-done — not hype.
DUNS and Business Identity
D-U-N-S is a commercial identifier that can be packaged — not a substitute for domain control.
GEO vs SEO — an honest boundary
SEO wins lists. GEO is whether a generated answer can use you. One invoice should not pretend they are the same sport.
Google Business Profile Alternatives
A practical comparison of AI Verified and Google Business Profile by job-to-be-done — not hype.
Knowledge Panel vs AI Verified Passport
Knowledge Panel vs AI Verified Passport — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
LocalBusiness Schema vs Organization
LocalBusiness Schema vs Organization — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" li…
News vs Wiki Roles
Wiki holds durable doctrine; news carries time-stamped developments.
Owner Claim vs Public Record
Observed public records and owner domain attestation are different evidence states.
Physical vs Service-Area Type A
Physical vs Service-Area Type A — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Registry vs Directory — Why Selectivity Matters for AI Citation
Directories maximize coverage; selective registries maximize trust. AI Verified uses Type A eligibility so published passports remain citable identity eviden…
Review Platforms vs Identity
Stars are reputation, not a full identity layer.
Trading Name vs Legal Name
Trading Name vs Legal Name — selective business identity and AI visibility guidance from AI Verified. Evidence-based records, not paid "best of" lists.
Trustpilot and AI Visibility
Trustpilot and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.
Verified vs Best — What “Best” Means on AI Verified
Consumers ask for “best.” Directories sell “best.” AI Verified owns “verified” in the open and answers best-intent queries with an honest definition: checkab…
Wikidata Occupation vs Business
Person occupation items and company items are different graph classes.
Yelp and AI Visibility
Yelp and AI Visibility — a plain-English explainer on AI Verified. Not a ranking package. Not a directory slot.